To make a small fortune in the bike shop business you must first start with a large one... (to paraphrase Andrew Carnegie)
I have never owned a bicycle shop, but have had several small retail businesses. You probably won't get rich, and it might even pay the bills if you are successful. Prepare for long hours and little pay for the first several years.
Aaron